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Relay
12 findings

Margaret Ellison, advisor (synthetic persona)Senior advisor, founder and executive practice, New YorkAbout $820M across 183 households; four relationships above $50M; 7 of those households are in this prototypeWho's who

Briefing: Renner family

Last conversation 23 days ago by call. What has changed since, what the file says, what Relay infers, and what it could not establish.

Research · ran day 0, 06:30

You last spoke 23 days ago by call. Since then 5 things changed. I can cite 7 facts to a field, I infer 3 with a confidence, and there are 2 things I could not establish; ask about those first.

  • ClientSold a property for $4.1M. Money not yet on the platform. Observed 3 days ago.
  • Client71% of wealth in one stock; the family's rule is 25%. Observed yesterday.
  • The Legacy goal has a target but nothing funding it, and the file records intent only.
  • 5 channels the advisor uses are not captured at all: calendar, voice, sms, chat, social. Anything the client said there is not in this briefing. 2 more (meeting, crm) are captured without a retained copy.

Ask: Is the legacy target still what you want, and when would you like to s...

Since you last spoke

  • Sold a property for $4.1M. Money not yet on the platform. Observed 3 days ago.

    Flagged opportunitydata/clients/hh-renner.json#opportunities[0]
  • 71% of wealth in one stock; the family's rule is 25%. Observed yesterday.

    Flagged opportunitydata/clients/hh-renner.json#opportunities[1]
  • Client service associate noted yesterday: "J. Renner mentioned they want to fund a home renovation from the sale."

    Team note, yesterdaydata/clients/hh-renner.json#notes[0]
  • Service request 20 hours ago by email: "Our accountant needs last year's tax documents." Classified documents.

    Service requestdata/service-requests.json#sr-renner-tax-docs
  • Requested 4 days ago and still unsigned: Grandchildren's trust account opening.

    Paperworkdata/clients/hh-renner.json#paperwork[1]

What the file observes

  • Last contact 23 days ago, by call: Reviewed the stock trading plan and the next sale window.

    Contact, 23 days agodata/clients/hh-renner.json#contactHistory[0]
  • Liquidity is 36 months short: 0 of 36 months. Assumption on file: 36 months of spending at $85K a month.

    Liquidity goaldata/clients/hh-renner.json#goals[0]
  • Longevity is $4M short: $18M of $22M. Assumption on file: Core portfolio sized to fund spending from age 60.

    Longevity goaldata/clients/hh-renner.json#goals[1]
  • Legacy is $10M short: $0 of $10M. Assumption on file: Stated intent: education trust for three grandchildren.

    Legacy goaldata/clients/hh-renner.json#goals[2]
  • 71% of investable assets in one name against the household's own 25% rule.

    Holdingdata/clients/hh-renner.json#holdings[0]Client ruledata/clients/hh-renner.json#constraints[0]
  • Cash for planned spending covers 0 months; the household's rule asks for at least 24.

    Holdingsdata/clients/hh-renner.json#holdingsClient ruledata/clients/hh-renner.json#constraints[1]
  • Prefers to be contacted: Weekday mornings, before market open.

    Client preference, contact windowdata/clients/hh-renner.json#preferences.values

What Relay infers, least certain first

  • Reading the client service associate's note, the client may intend: "J. Renner mentioned they want to fund a home renovation from the sale." This is a colleague's account, not the client's words.

    Inferred, 70 percentAsk: Confirm what was meant, and whether it has a budget and a date.

    Team note, yesterdaydata/clients/hh-renner.json#notes[0]
  • $96K of cash is spoken for (Estimated tax on 10b5-1 sales), so it is not counted as available. If that estimate is wrong, the liquidity picture changes.

    Inferred, 85 percentAsk: Is the earmarked amount still right?

    Holding, earmarkdata/clients/hh-renner.json#holdings[2]
  • The evidence behind "71% of wealth in one stock; the family's rule is 25%" rests on documents that disagree (concentration plan suffices). Retrieval leans on the newer one; that lean is not a decision.

    Inferred, 85 percentAsk: Check which view the desk stands behind before quoting either.

    Evidencedata/clients/hh-renner.json#opportunities[1]
What an inference is here, and what a model would do
An inference is a sentence Relay produced from a record that was written for another purpose: a colleague's note, an earmark on a holding, a flag on the firm's account record. Each carries the confidence its probe assigns (a team note 70 percent, a text classification 80 percent, file arithmetic 85 percent) and the question that would turn it into an observation. In production a model would draft these sentences and could read free text more capably; it would still not decide what is observed against inferred, what is missing, or what may be asserted without a record behind it.

What Relay could not establish

  • The Legacy goal has a target but nothing funding it, and the file records intent only.

    A target with no funding plan is a conversation that has not happened yet, or one nobody wrote down.

    Ask: Is the legacy target still what you want, and when would you like to start funding it?

    Legacy goaldata/clients/hh-renner.json#goals[2]
  • 5 channels the advisor uses are not captured at all: calendar, voice, sms, chat, social. Anything the client said there is not in this briefing. 2 more (meeting, crm) are captured without a retained copy.

    A briefing assembled from captured channels is only as complete as the capture.

    Connected channelsdata/advisors/adv-a.json#connections

Questions worth asking

  1. Is the legacy target still what you want, and when would you like to start funding it? from: The Legacy goal has a target but nothing funding it, and the file records intent only.
  2. Is the earmarked amount still right? from: $96K of cash is spoken for (Estimated tax on 10b5-1 sales), so it is not counted as availa…
  3. Confirm what was meant, and whether it has a budget and a date. from: Reading the client service associate's note, the client may intend: "J. Renner mentioned t…
  4. Check which view the desk stands behind before quoting either. from: The evidence behind "71% of wealth in one stock; the family's rule is 25%" rests on docume…

Assembled from

  • Flagged opportunity17 claims
  • Service request1 claim
  • Connected channels1 claim

12 probes ran: last-contact, since-last-contact, goals, holdings, people, notes-intent, held-away, supervisory-inputs, client-information, preferences, coverage, evidence.

What this briefing cannot have seen

calendar, voice, sms, chat, social: in use by the advisor, captured by nothing. Connected channels.

Nothing here was drafted for the client, and nothing is sent. The advisor takes it into the conversation.

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